Handbook of Mixed Membership Models and Their Applications

ISBN-13: 9780367330842 / Angielski / Miękka / 2021 / 618 str.

Edoardo M. Airoldi; David Blei; Elena A. Erosheva

Opis

This handbook shows how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology.

Spis treści

Mixed Membership: Setting the Stage. The Grade of Membership Model and Its Extensions. Topic Models: Mixed Membership Models for Text. Semi-Supervised Mixed Membership Models. Special Methodology for Sequence and Rank Data. Mixed Membership Models for Networks. Index.